Add Baseload analysis #18
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… in pre-commit configuration
…ation (#17) * chore: update Python dependency version to 3.11 * chore: update pre-commit configuration and add poetry export hooks * feat:WIP: start on standby_usage analysis * Base Load analysis first POC working * feat: add base load analysis module with data validation and metrics calculation * feat: enhance base load analysis with timeframe support and add test cases * add jupyter extention to devcontainer * feat: add Granularity support for base load calculations, feat: cleaned up base_load demo to be neat and packaged. chore: added some performance testing. * refactor: pull apart data loading and analysis for seperation of tasks * refactor: rename data loading and analysis functions for clarity and seperation. feat: added some more explanation to the base_load demo and some extra analysis, made sure all the graphs worked, differnce between large building and residential... * New Baseload Analysis notebook * feat: redid baseload analysis from the ground up in Polars. see demo in notebook. * chore: update Pandera dependency to version 0.22.1 with Polars support * feat: add Polars support for TimeSeries and TimeDataFrame conversions * chore : update demo baseload and include archival code * feat: enhance baseload analysis documentation and calculations in analyze method * cleanup before merge * version bump --------- Co-authored-by: Jan Pecinovsky <=>
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